{"id":"W2794586565","doi":"10.2196/10579","title":"Investigation of Cholera Outbreak at Rawalpindi, Pakistan - August 2017","year":2018,"lang":"en","type":"article","venue":"Iproceedings","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cholera; Outbreak; Medicine; Socioeconomics; Environmental health; Veterinary medicine; Geography; Virology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002592692,0.0004386548,0.0002476021,0.001353653,0.001335412,0.0005053246,0.0004440414,0.0003952486,0.001871775],"category_scores_gemma":[0.0004484445,0.0003002509,0.0002155446,0.0008862452,0.0005484382,0.0004163214,0.0007496233,0.0004647076,0.0003485953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007193468,"about_ca_system_score_gemma":0.001925648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01234642,"about_ca_topic_score_gemma":0.01664414,"domain_scores_codex":[0.9997863,0.00002461435,0.00002639158,0.0000393196,0.00005106286,0.00007238943],"domain_scores_gemma":[0.9995533,0.00004309725,0.0001375909,0.00001518136,0.0001147856,0.0001361011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001133582,0.0001784712,0.9682865,0.0002518129,0.00001757072,0.01804435,0.003072152,0.0001187794,0.002995618,0.00007498502,0.001670558,0.005175847],"study_design_scores_gemma":[0.00001211619,0.0004649094,0.9825769,0.00005961675,0.00001398978,0.006544579,0.007544642,0.0001211611,0.0005582109,0.00004800731,0.002042571,0.00001331324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996025,0.0001196588,0.0001073128,0.0001631065,0.00001813228,0.0001848135,0.001256215,0.00001475983,0.002111018],"genre_scores_gemma":[0.9959003,0.0006144707,0.0003760013,0.0001527601,0.00004341911,0.0001018396,0.00190192,0.000003713754,0.0009054847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01234642,"threshold_uncertainty_score":0.02454913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02594401449639243,"score_gpt":0.3022103229541024,"score_spread":0.27626630845771,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}